Projects funded by the NCN

Information on the principal investigator and host institution

Information of the project and the call

Keywords

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Affective computing: deep learning in emotion recognition from physiological signals

2020/37/B/ST6/03806

Keywords:

emotion recognition physiological signals BVP GSR unsupervised learning deep learning physiology-based emotional model wearables online emotions

Descriptors:

  • ST6_11: Machine learning, statistical data processing and applications using signal processing (e.g. speech, image, video)

Panel:

ST6 - Computer science and informatics: informatics and information systems, computer science, scientific computing, intelligent systems

Host institution :

Politechnika Wrocławska

woj.

Other projects carried out by the institution 

Principal investigator (from the host institution):

prof. Przemysław Ryszard Kazienko 

Number of co-investigators in the project: 8

Call: OPUS 19 - announced on 2020-03-16

Amount awarded: 1 358 400 PLN

Project start date (Y-m-d): 2021-03-01

Project end date (Y-m-d): 2025-02-28

Project duration:: 48 months (the same as in the proposal)

Project status: Project completed

Project description

Download the project description in a pdf file

Note - project descriptions were prepared by the authors of the applications themselves and placed in the system in an unchanged form.

Information in the final report

  • Publication in academic press/journals (16)
  • Articles in post-conference publications (16)
  1. Ethical Considerations and Checklist for Affective Research with Wearables
    Authors:
    Behnke M., Saganowski S., Kunc D., Kazienko P.
    Academic press:
    IEEE Transactions on Affective Computing, IF(2021)=13.990 (rok: 2022, tom: 2022, strony: 45671), Wydawca: IEEE
    Status:
    Accepted for publication
    DOI:
    10.1109/TAFFC.2022.3222524 - link to the publication
  2. Protect our environment from information overload
    Authors:
    Hołyst J., Mayr P., Thelwall M., Frommholz I., Havlin S., Sela A., Kenett Y., Helic D., Rehar A., Maček S.R., Kazienko P., Kajdanowicz T., Biecek P., Szymanski B.K., Sienkiewicz J.
    Academic press:
    Nature Human Behaviour, IF(2022)=29.9 (rok: 2024, tom: 2024, strony: 2), Wydawca: Springer Nature
    Status:
    Published
    DOI:
    10.1038/s41562-024-01833-8 - link to the publication
  3. Ethical Considerations and Checklist for Affective Research with Wearables
    Authors:
    Behnke M., Saganowski S., Kunc D., Kazienko P.
    Academic press:
    IEEE Transactions on Affective Computing, IF(2021)=13.990 (rok: 2022, tom: 2022, strony: 45671), Wydawca: IEEE
    Status:
    Accepted for publication
    DOI:
    10.1109/TAFFC.2022.3222524 - link to the publication
  4. Emotion Recognition for Everyday Life Using Physiological Signals from Wearables: A Systematic Literature Review
    Authors:
    Saganowski S., Perz B., Polak A., Kazienko P.
    Academic press:
    IEEE Transactions on Affective Computing, IF(2021)=13.990 (rok: 2022, tom: 2022, strony: 45678), Wydawca: IEEE
    Status:
    Accepted for publication
    DOI:
    10.1109/TAFFC.2022.3176135 - link to the publication
  5. Offensive, aggressive, and hate speech analysis: from data-centric to human-centred approach
    Authors:
    Kocoń J., Figas A., Gruza M., Puchalska D., Kajdanowicz T., Kazienko P.
    Academic press:
    Information Processing and Management, IF (2021)=6.222 (rok: 2021, tom: Volume 58, Issue 5, strony: art. 102643), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.ipm.2021.102643 - link to the publication
  6. Emognition dataset: emotion recognition with self-reports, facial expressions, and physiology using wearables
    Authors:
    Saganowski S., Komoszyńska J., Behnke M., Perz B., Kaczmarek Ł.D., Kazienko P.
    Academic press:
    Scientific Data, IF (2021)=8.501 (rok: 2022, tom: 0,484722222222222, strony: ), Wydawca: Nature Publishing Group
    Status:
    Accepted for publication
    DOI:
    10.1038/s41597-022-01262-0 - link to the publication
  7. Bringing Emotion Recognition Out of the Lab into Real Life: Recent Advances in Sensors and Machine Learning
    Authors:
    Stanisław Saganowski
    Academic press:
    Electronics, IF (2021)=2.397 (rok: 2022, tom: 11, strony: 496), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/electronics11030496 - link to the publication
  8. Offensive, aggressive, and hate speech analysis: from data-centric to human-centred approach
    Authors:
    Kocoń J., Figas A., Gruza M., Puchalska D., Kajdanowicz T., Kazienko P.
    Academic press:
    Information Processing and Management, IF (2021)=6.222 (rok: 2021, tom: Volume 58, Issue 5, strony: art. 102643), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.ipm.2021.102643 - link to the publication
  9. Processing Photoplethysmograms Recorded by Smartwatches to Improve the Quality of Derived Pulse Rate Variability
    Authors:
    Polak A.G., Klich B., Saganowski S., Prucnal M.A., Kazienko P.
    Academic press:
    Sensors, IF(2021)=3.847 (rok: 2022, tom: 22, strony: 7047), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/s22187047 - link to the publication
  10. Emognition dataset: emotion recognition with self-reports, facial expressions, and physiology using wearables
    Authors:
    Saganowski S., Komoszyńska J., Behnke M., Perz B., Kaczmarek Ł.D., Kazienko P.
    Academic press:
    Scientific Data, IF (2021)=8.501 (rok: 2022, tom: 0,484722222222222, strony: ), Wydawca: Nature Publishing Group
    Status:
    Accepted for publication
    DOI:
    10.1038/s41597-022-01262-0 - link to the publication
  11. Processing Photoplethysmograms Recorded by Smartwatches to Improve the Quality of Derived Pulse Rate Variability
    Authors:
    Polak A.G., Klich B., Saganowski S., Prucnal M.A., Kazienko P.
    Academic press:
    Sensors, IF(2021)=3.847 (rok: 2022, tom: 22, strony: 7047), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/s22187047 - link to the publication
  12. Offensive, aggressive, and hate speech analysis: from data-centric to human-centred approach
    Authors:
    Kocoń J., Figas A., Gruza M., Puchalska D., Kajdanowicz T., Kazienko P.
    Academic press:
    Information Processing and Management, IF (2021)=6.222 (rok: 2021, tom: Volume 58, Issue 5, strony: art. 102643), Wydawca: Elsevier
    Status:
    Published
    DOI:
    10.1016/j.ipm.2021.102643 - link to the publication
  13. Bringing Emotion Recognition Out of the Lab into Real Life: Recent Advances in Sensors and Machine Learning
    Authors:
    Stanisław Saganowski
    Academic press:
    Electronics, IF (2021)=2.397 (rok: 2022, tom: 11, strony: 496), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/electronics11030496 - link to the publication
  14. Emotion Recognition for Everyday Life Using Physiological Signals from Wearables: A Systematic Literature Review
    Authors:
    Saganowski S., Perz B., Polak A., Kazienko P.
    Academic press:
    IEEE Transactions on Affective Computing, IF(2021)=13.990 (rok: 2022, tom: 2022, strony: 45678), Wydawca: IEEE
    Status:
    Accepted for publication
    DOI:
    10.1109/TAFFC.2022.3176135 - link to the publication
  15. Bringing Emotion Recognition Out of the Lab into Real Life: Recent Advances in Sensors and Machine Learning
    Authors:
    Stanisław Saganowski
    Academic press:
    Electronics, IF (2021)=2.397 (rok: 2022, tom: 11, strony: 496), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/electronics11030496 - link to the publication
  16. Emognition dataset: emotion recognition with self-reports, facial expressions, and physiology using wearables
    Authors:
    Saganowski S., Komoszyńska J., Behnke M., Perz B., Kaczmarek Ł.D., Kazienko P.
    Academic press:
    Scientific Data, IF (2021)=8.501 (rok: 2022, tom: 0,484722222222222, strony: ), Wydawca: Nature Publishing Group
    Status:
    Accepted for publication
    DOI:
    10.1038/s41597-022-01262-0 - link to the publication
  1. Learning Personal Human Biases and Representations for Subjective Tasks in Natural Language Processing
    Authors:
    Kocoń J., Gruza M., Bielaniewicz J., Grimling D., Kanclerz K., Miłkowski P., Kazienko P.
    Conference:
    IEEE ICDM 2021 - 21st IEEE International Conference on Data Mining (rok: 2021, tom: IEEE ICDM 2021 (CORE A*), strony: 1168-1173), Wydawca: IEEE
    Data:
    konferencja 2021
    Status:
    Published
    DOI:
    10.1109/ICDM51629.2021.00140 - link to the publication
  2. Controversy and Conformity: from Generalized to Personalized Aggressiveness Detection
    Authors:
    Kamil Kanclerz, Alicja Figas, Marcin Gruza, Tomasz Kajdanowicz, Jan Kocon, Daria Puchalska, Przemyslaw Kazienko
    Conference:
    ACL 2021 (ACL-IJCNLP 2021) - The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (rok: 2021, tom: ACL-IJCNLP (CORE A*), strony: 5915–5926), Wydawca: ACL - Association for Computational Linguistics
    Data:
    konferencja 2021
    Status:
    Published
    DOI:
    10.18653/v1/2021.acl-long.460 - link to the publication
  3. Multitask Personalized Recognition of Emotions Evoked by Textual Content
    Authors:
    Miłkowski P., Saganowski S., Gruza M., Kazienko P., Piasecki M., Kocoń J.
    Conference:
    EmotionAware 2022 - The Sixth International Workshop on Emotion Awareness for Pervasive Computing Beyond Traditional Approaches co-located with PerCom 2022 - The 20th International Conference on Pervasive Computing and Communications (rok: 2022, tom: PerCom CORE A*, strony: 347-352), Wydawca: IEEE
    Data:
    konferencja 2022
    Status:
    Published
    DOI:
    10.1109/PerComWorkshops53856.2022.9767502 - link to the publication
  4. The cold start problem and per-group personalization in real-life emotion recognition with wearables. BEST PAPER AWARD
    Authors:
    Saganowski S., Kunc D., Perz B., Komoszyńska J., Behnke M., Kazienko P.
    Conference:
    WristSense 2022 - The Eighth Workshop on Sensing Systems and Applications Using Wrist Worn Smart Devices co-located with PerCom 2022 - The 20th International Conference on Pervasive Computing and Communications (rok: 2022, tom: PerCom CORE A*, strony: 812-817), Wydawca: IEEE
    Data:
    konferencja 2022
    Status:
    Published
    DOI:
    10.1109/PerComWorkshops53856.2022.9767233 - link to the publication
  5. Emotions Studied by Computer Scientists and Psychologists – A Complementary Perspective
    Authors:
    Behnke M., Saganowski S., Kaczmarek Ł.D., Kazienko P.
    Conference:
    EmotionAware 2023 - The 7th Workshop on Emotion Awareness for Pervasive Computing with Mobile and Wearable Devices in conjunction with 2023 IEEE International Conference on Pervasive Computing and Communications (PerCom 2023), CORE A* (rok: 2023, tom: PerCom CORE A*, strony: 206-211), Wydawca: IEEE
    Data:
    konferencja March 13-17, 2023
    Status:
    Published
    DOI:
    10.1109/PerComWorkshops56833.2023.10150393 - link to the publication
  6. Learning Personal Human Biases and Representations for Subjective Tasks in Natural Language Processing
    Authors:
    Kocoń J., Gruza M., Bielaniewicz J., Grimling D., Kanclerz K., Miłkowski P., Kazienko P.
    Conference:
    IEEE ICDM 2021 - 21st IEEE International Conference on Data Mining (rok: 2021, tom: IEEE ICDM 2021 (CORE A*), strony: 1168-1173), Wydawca: IEEE
    Data:
    konferencja 2021
    Status:
    Published
    DOI:
    10.1109/ICDM51629.2021.00140 - link to the publication
  7. Personal Bias in Prediction of Emotions Elicited by Textual Opinions
    Authors:
    Miłkowski P., Gruza M., Kanclerz K., Kazienko P., Grimling D., Kocoń J.
    Conference:
    ACL 2021 (ACL-IJCNLP 2021) - The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing, Student Research Workshop (rok: 2021, tom: ACL-IJCNLP (CORE A*), strony: 248–259), Wydawca: Association for Computational Linguistics
    Data:
    konferencja 2021
    Status:
    Published
    DOI:
    10.18653/v1/2021.acl-srw.26 - link to the publication
  8. Multitask Personalized Recognition of Emotions Evoked by Textual Content
    Authors:
    Miłkowski P., Saganowski S., Gruza M., Kazienko P., Piasecki M., Kocoń J.
    Conference:
    EmotionAware 2022 - The Sixth International Workshop on Emotion Awareness for Pervasive Computing Beyond Traditional Approaches co-located with PerCom 2022 - The 20th International Conference on Pervasive Computing and Communications (rok: 2022, tom: PerCom CORE A*, strony: 347-352), Wydawca: IEEE
    Data:
    konferencja 2022
    Status:
    Published
    DOI:
    10.1109/PerComWorkshops53856.2022.9767502 - link to the publication
  9. The cold start problem and per-group personalization in real-life emotion recognition with wearables. BEST PAPER AWARD
    Authors:
    Saganowski S., Kunc D., Perz B., Komoszyńska J., Behnke M., Kazienko P.
    Conference:
    WristSense 2022 - The Eighth Workshop on Sensing Systems and Applications Using Wrist Worn Smart Devices co-located with PerCom 2022 - The 20th International Conference on Pervasive Computing and Communications (rok: 2022, tom: PerCom CORE A*, strony: 812-817), Wydawca: IEEE
    Data:
    konferencja 2022
    Status:
    Published
    DOI:
    10.1109/PerComWorkshops53856.2022.9767233 - link to the publication
  10. Multitask Personalized Recognition of Emotions Evoked by Textual Content
    Authors:
    Miłkowski P., Saganowski S., Gruza M., Kazienko P., Piasecki M., Kocoń J.
    Conference:
    EmotionAware 2022 - The Sixth International Workshop on Emotion Awareness for Pervasive Computing Beyond Traditional Approaches co-located with PerCom 2022 - The 20th International Conference on Pervasive Computing and Communications (rok: 2022, tom: PerCom CORE A*, strony: 347-352), Wydawca: IEEE
    Data:
    konferencja 2022
    Status:
    Published
    DOI:
    10.1109/PerComWorkshops53856.2022.9767502 - link to the publication
  11. Learning Personal Human Biases and Representations for Subjective Tasks in Natural Language Processing
    Authors:
    Kocoń J., Gruza M., Bielaniewicz J., Grimling D., Kanclerz K., Miłkowski P., Kazienko P.
    Conference:
    IEEE ICDM 2021 - 21st IEEE International Conference on Data Mining (rok: 2021, tom: IEEE ICDM 2021 (CORE A*), strony: 1168-1173), Wydawca: IEEE
    Data:
    konferencja 2021
    Status:
    Published
    DOI:
    10.1109/ICDM51629.2021.00140 - link to the publication
  12. Controversy and Conformity: from Generalized to Personalized Aggressiveness Detection
    Authors:
    Kamil Kanclerz, Alicja Figas, Marcin Gruza, Tomasz Kajdanowicz, Jan Kocon, Daria Puchalska, Przemyslaw Kazienko
    Conference:
    ACL 2021 (ACL-IJCNLP 2021) - The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (rok: 2021, tom: ACL-IJCNLP (CORE A*), strony: 5915–5926), Wydawca: ACL - Association for Computational Linguistics
    Data:
    konferencja 2021
    Status:
    Published
    DOI:
    10.18653/v1/2021.acl-long.460 - link to the publication
  13. Personal Bias in Prediction of Emotions Elicited by Textual Opinions
    Authors:
    Miłkowski P., Gruza M., Kanclerz K., Kazienko P., Grimling D., Kocoń J.
    Conference:
    ACL 2021 (ACL-IJCNLP 2021) - The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing, Student Research Workshop (rok: 2021, tom: ACL-IJCNLP (CORE A*), strony: 248–259), Wydawca: Association for Computational Linguistics
    Data:
    konferencja 2021
    Status:
    Published
    DOI:
    10.18653/v1/2021.acl-srw.26 - link to the publication
  14. Controversy and Conformity: from Generalized to Personalized Aggressiveness Detection
    Authors:
    Kamil Kanclerz, Alicja Figas, Marcin Gruza, Tomasz Kajdanowicz, Jan Kocon, Daria Puchalska, Przemyslaw Kazienko
    Conference:
    ACL 2021 (ACL-IJCNLP 2021) - The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing (rok: 2021, tom: ACL-IJCNLP (CORE A*), strony: 5915–5926), Wydawca: ACL - Association for Computational Linguistics
    Data:
    konferencja 2021
    Status:
    Published
    DOI:
    10.18653/v1/2021.acl-long.460 - link to the publication
  15. Personal Bias in Prediction of Emotions Elicited by Textual Opinions
    Authors:
    Miłkowski P., Gruza M., Kanclerz K., Kazienko P., Grimling D., Kocoń J.
    Conference:
    ACL 2021 (ACL-IJCNLP 2021) - The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing, Student Research Workshop (rok: 2021, tom: ACL-IJCNLP (CORE A*), strony: 248–259), Wydawca: Association for Computational Linguistics
    Data:
    konferencja 2021
    Status:
    Published
    DOI:
    10.18653/v1/2021.acl-srw.26 - link to the publication
  16. The cold start problem and per-group personalization in real-life emotion recognition with wearables. BEST PAPER AWARD
    Authors:
    Saganowski S., Kunc D., Perz B., Komoszyńska J., Behnke M., Kazienko P.
    Conference:
    WristSense 2022 - The Eighth Workshop on Sensing Systems and Applications Using Wrist Worn Smart Devices co-located with PerCom 2022 - The 20th International Conference on Pervasive Computing and Communications (rok: 2022, tom: PerCom CORE A*, strony: 812-817), Wydawca: IEEE
    Data:
    konferencja 2022
    Status:
    Published
    DOI:
    10.1109/PerComWorkshops53856.2022.9767233 - link to the publication

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